Antenna Season Report Notebook¶

Josh Dillon, Last Revised January 2022

This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.

In [1]:
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
In [2]:
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "004"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
In [3]:
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = str(int(os.environ["ANTENNA"]))
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')

antenna = "93"
csv_folder = "/home/obs/src/H6C_Notebooks/_rtp_summary_"
auto_metrics_folder = "/home/obs/src/H6C_Notebooks/auto_metrics_inspect"
In [4]:
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))

Antenna 93 Report

In [5]:
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
In [6]:
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, 'rtp_summary_table*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')

Found 47 csvs in /home/obs/src/H6C_Notebooks/_rtp_summary_
Found 45 auto_metrics notebooks in /home/obs/src/H6C_Notebooks/auto_metrics_inspect
In [7]:
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0

def jd_to_summary_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'

def jd_to_auto_metrics_url(jd):
    return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H6C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'

Load relevant info from summary CSVs¶

In [8]:
this_antenna = None
jds = []

# parse information about antennas and nodes
for csv in csvs:
    df = pd.read_csv(csv)
    for n in range(len(df)):
        # Add this day to the antenna
        row = df.loc[n]
        if isinstance(row['Ant'], str) and '<a href' in row['Ant']:
            antnum = int(row['Ant'].split('</a>')[0].split('>')[-1]) # it's a link, extract antnum
        else:
            antnum = int(row['Ant'])
        if antnum != int(antenna):
            continue
        
        if np.issubdtype(type(row['Node']), np.integer):
            row['Node'] = str(row['Node'])
        if type(row['Node']) == str and row['Node'].isnumeric():
            row['Node'] = 'N' + ('0' if len(row['Node']) == 1 else '') + row['Node']
            
        if this_antenna is None:
            this_antenna = Antenna(row['Ant'], row['Node'])
        jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
        jds.append(jd)
        this_antenna.add_day(jd, row)
        break
In [9]:
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]

df = pd.DataFrame(to_show)

# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
    df[col] = bar_cols[col]

z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
    df[col] = z_score_cols[col]

ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
    df[col] = ant_metrics_cols[col]

redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]   
for col in redcal_cols:
    df[col] = redcal_cols[col]

# style dataframe
table = df.style.hide_index()\
          .applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
          .background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
          .background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
          .applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
          .applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
          .bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
          .format({col: '{:,.4f}'.format for col in z_score_cols}) \
          .format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
          .format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
          .set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])

Table 1: Per-Night RTP Summary Info For This Atenna¶

This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.

In [10]:
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))

Antenna 93, Node N10:

Out[10]:
JDs A Priori Status Auto Metrics Flags Dead Fraction in Ant Metrics (Jee) Dead Fraction in Ant Metrics (Jnn) Crossed Fraction in Ant Metrics Flag Fraction Before Redcal Flagged By Redcal chi^2 Fraction ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score Average Dead Ant Metric (Jee) Average Dead Ant Metric (Jnn) Average Crossed Ant Metric Median chi^2 Per Antenna (Jee) Median chi^2 Per Antenna (Jnn)
2459862 digital_ok 0.00% 0.00% 0.00% 0.00% - - 1.554845 0.446460 2.674076 0.528490 1.782683 -0.472000 2.976159 -0.751770 0.6816 0.7042 0.4183 nan nan
2459861 digital_ok 100.00% 0.00% 0.00% 0.00% - - 0.949341 0.324292 1.059260 0.771718 1.830576 0.129454 8.221129 -0.659485 0.7067 0.6868 0.4162 nan nan
2459860 digital_ok 100.00% 0.00% 0.00% 0.00% - - 1.021302 -0.009111 0.505296 -0.926769 3.303974 -0.191653 4.684052 -0.856326 0.7139 0.6860 0.4110 nan nan
2459859 digital_ok 0.00% 0.00% 0.00% 0.00% - - 0.672849 0.151591 1.273873 0.673734 0.776319 -0.181467 2.457797 -0.616013 0.7164 0.6891 0.4081 nan nan
2459858 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 0.913631 0.190644 1.216201 0.636181 3.441761 -0.290103 6.302143 -0.631934 0.7265 0.6935 0.4175 3.318778 2.668871
2459857 digital_ok 100.00% 100.00% 100.00% 0.00% - - -0.443031 0.351364 0.214835 0.125087 8.448254 2.125437 10.460070 2.761883 0.0251 0.0245 0.0005 nan nan
2459856 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.955779 0.464986 2.543888 -0.327343 2.009958 -0.581472 5.670784 -0.888447 0.7191 0.7100 0.4024 3.135458 2.788829
2459855 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 75.200737 75.375280 inf inf 4347.863424 4353.794572 4168.874277 4166.418551 0.0094 0.0096 0.0011 0.000000 0.000000
2459854 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.357021 0.288317 1.300499 -0.737980 2.425534 0.071041 9.579551 0.784636 0.7228 0.7481 0.4343 3.163804 2.856925
2459853 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.211674 0.038487 1.343669 -0.830007 2.272249 -0.465223 8.083988 -0.499965 0.7398 0.6951 0.4249 3.395199 3.029207
2459852 digital_ok 0.00% 0.00% 0.00% 0.00% 8.65% 0.00% 1.190657 1.976192 -0.228007 0.193004 1.473699 -0.350319 -0.205196 -0.348270 0.8390 0.8441 0.2389 3.008886 2.788400
2459851 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.394765 0.648860 0.842720 -0.582904 4.168338 1.179269 6.207925 -0.026572 0.7605 0.7522 0.3368 4.185170 3.318546
2459850 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 1.392626 0.325963 0.859979 -0.697097 1.539285 -0.358142 11.011520 -0.389818 0.7460 0.7626 0.3534 3.295855 2.969490
2459849 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.097658 0.322528 2.953570 -0.614623 4.043603 -0.445715 8.681984 -0.711724 0.7428 0.7560 0.3585 3.874935 3.420981
2459848 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.222049 1.245096 10.391813 0.982380 1.794016 -0.296483 4.159945 -0.830649 0.7008 0.7542 0.3850 3.034265 3.061444
2459847 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 2.516951 1.342262 9.109467 1.090908 3.763374 -0.089631 3.772786 -0.906385 0.7005 0.6865 0.4339 3.169889 2.900511
2459845 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 3.039962 1.902155 14.444302 0.661214 1.895965 -0.128212 3.254506 -1.281809 0.7306 0.7553 0.3642 0.000000 0.000000
2459844 digital_ok 100.00% 100.00% 100.00% 0.00% - - 5.985727 -0.689512 1.819477 0.835388 3.551836 0.784094 4.971758 1.206518 0.0245 0.0242 0.0005 nan nan
2459843 digital_ok 100.00% 8.84% 0.66% 0.00% 100.00% 0.00% 11.408784 0.455039 16.449688 -1.078724 47.134420 -0.606504 0.180666 -0.875078 0.5491 0.7532 0.4387 2.460802 4.847519
2459842 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% 5.917801 -0.395288 7.612688 0.292085 -1.517563 1.132634 0.250288 -0.007162 0.5601 0.6863 0.2899 2.269995 3.780639
2459841 digital_ok 100.00% 100.00% 100.00% 0.00% - - 12.892162 2.343546 3.465001 -0.446526 0.979482 -0.283683 2.208889 1.993814 0.0240 0.0241 0.0005 nan nan
2459840 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.488385 -0.895806 -0.431976 0.175047 -0.437239 0.169686 0.187106 2.081512 0.0234 0.0228 0.0008 nan nan
2459839 digital_ok 100.00% - - - - - -1.252381 0.221073 -1.021708 0.517625 1.373179 6.391618 1.006933 3.142716 nan nan nan nan nan
2459838 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 314.443728 313.289612 inf inf 13290.835836 13349.603819 9227.577134 9274.722921 nan nan nan 0.000000 0.000000
2459836 digital_ok - 100.00% 100.00% 0.00% - - nan nan nan nan nan nan nan nan 0.0376 0.0358 0.0047 nan nan
2459835 digital_ok 100.00% 100.00% 100.00% 0.00% - - nan nan inf inf nan nan nan nan nan nan nan nan nan
2459833 digital_ok 0.00% 100.00% 100.00% 0.00% - - -0.716397 1.562774 -0.214599 -0.648501 3.855061 1.715639 1.712522 -0.013175 0.0300 0.0323 0.0022 nan nan
2459832 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.020084 -0.352777 1.853802 -0.268932 6.179042 -0.376405 4.603769 -0.924084 0.7426 0.4449 0.5628 3.418403 2.873161
2459831 digital_ok 0.00% 100.00% 100.00% 0.00% - - -1.082742 0.713627 -1.281409 0.601126 0.702185 -0.076170 0.036486 1.454221 0.0307 0.0359 0.0027 nan nan
2459830 digital_ok 100.00% 0.00% 16.13% 0.00% 100.00% 0.00% 0.247655 -0.358326 3.385973 0.165170 4.665621 -0.917454 4.289555 -1.216791 0.7371 0.4365 0.5513 4.861743 4.095833
2459829 digital_ok 100.00% 0.00% 0.54% 0.00% 100.00% 0.00% 0.549366 -0.232742 4.066331 0.296638 2.754107 -0.851814 6.479326 -0.576738 0.6632 0.5767 0.4141 5.126944 4.715735
2459828 digital_ok 0.00% 0.00% 0.00% 0.00% 0.00% 0.00% 0.807572 -0.221173 3.498930 0.099164 3.200447 -0.044212 1.979028 -1.684118 0.7315 0.4550 0.5291 2.003902 1.656355
2459827 digital_ok 100.00% 0.00% 0.00% 0.00% 100.00% 0.00% -0.057656 0.072820 4.471351 0.955482 1.000049 -0.732839 0.033890 -1.114495 0.6731 0.5856 0.4125 7.342098 6.333634
2459826 digital_ok 100.00% 16.13% 16.13% 0.00% 100.00% 0.00% 0.614934 -0.136545 3.672744 0.931988 3.999640 -0.473538 2.622787 -0.977836 0.6568 0.4262 0.4560 6.440174 7.233009
2459825 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.708252 0.400738 2.616065 -0.304592 1.754650 -0.535474 -0.468658 -0.685688 0.0762 0.0952 0.0143 0.000000 0.000000
2459824 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.101204 1.264823 2.321363 -0.184329 1.272098 -1.057768 2.027073 -0.836079 0.0677 0.0833 0.0081 0.000000 0.000000
2459823 digital_ok 0.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.975470 -0.419479 2.775158 0.801997 1.456204 -0.634084 0.778937 -1.558880 0.0711 0.0823 0.0113 0.000000 0.000000
2459822 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.573453 0.532475 4.059735 0.584369 4.069221 -0.879414 0.079832 -0.684840 0.0816 0.0914 0.0142 0.000000 0.000000
2459821 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.594740 -0.361073 4.132051 0.682433 4.092754 -0.353396 0.713703 0.938130 0.0666 0.0794 0.0110 56.404512 67.580291
2459820 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.225633 -0.360596 4.490239 0.836838 7.792813 -1.549509 3.443526 -0.959281 0.0699 0.0813 0.0098 0.000000 0.000000
2459817 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 2.224763 -1.006600 3.747928 0.449876 4.986603 -0.282746 0.969203 0.413777 0.0759 0.0827 0.0122 43.781689 56.241643
2459816 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 0.608297 -0.024967 3.385306 -0.023211 3.962888 -0.834550 4.583553 -0.470627 0.0695 0.0884 0.0181 1.175327 1.170168
2459815 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.717108 -0.907083 3.013896 0.294161 3.512655 -0.770688 5.627091 -0.834835 0.0798 0.0912 0.0117 0.944238 0.945807
2459814 digital_ok 0.00% - - - - - nan nan nan nan nan nan nan nan nan nan nan nan nan
2459813 digital_ok 100.00% 100.00% 100.00% 0.00% 100.00% 0.00% 1.713469 9.794083 3.190282 13.691734 10.589393 40.494439 4.363040 -3.419692 0.0945 0.1275 0.0196 0.000000 0.000000

Load antenna metric spectra and waterfalls from auto_metrics notebooks.¶

In [11]:
htmls_to_display = []
for am_html in auto_metric_htmls:
    html_to_display = ''
    # read html into a list of lines
    with open(am_html) as f:
        lines = f.readlines()
    
    # find section with this antenna's metric plots and add to html_to_display
    jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
    try:
        section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
    except ValueError:
        continue
    html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
    for line in lines[section_start_line + 1:]:
        html_to_display += line
        if '<hr' in line:
            htmls_to_display.append(html_to_display)
            break

Figure 1: Antenna autocorrelation metric spectra and waterfalls.¶

These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD). The most recent 100 days (at most) are shown.

In [12]:
for i, html_to_display in enumerate(htmls_to_display):
    if i == 100:
        break
    display(HTML(html_to_display))

Antenna 93: 2459862

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 2.976159 1.554845 0.446460 2.674076 0.528490 1.782683 -0.472000 2.976159 -0.751770

Antenna 93: 2459861

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 8.221129 0.324292 0.949341 0.771718 1.059260 0.129454 1.830576 -0.659485 8.221129

Antenna 93: 2459860

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 4.684052 1.021302 -0.009111 0.505296 -0.926769 3.303974 -0.191653 4.684052 -0.856326

Antenna 93: 2459859

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 2.457797 0.672849 0.151591 1.273873 0.673734 0.776319 -0.181467 2.457797 -0.616013

Antenna 93: 2459858

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 6.302143 0.190644 0.913631 0.636181 1.216201 -0.290103 3.441761 -0.631934 6.302143

Antenna 93: 2459857

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 10.460070 0.351364 -0.443031 0.125087 0.214835 2.125437 8.448254 2.761883 10.460070

Antenna 93: 2459856

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 5.670784 1.955779 0.464986 2.543888 -0.327343 2.009958 -0.581472 5.670784 -0.888447

Antenna 93: 2459855

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok nn Power inf 75.375280 75.200737 inf inf 4353.794572 4347.863424 4166.418551 4168.874277

Antenna 93: 2459854

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 9.579551 0.288317 2.357021 -0.737980 1.300499 0.071041 2.425534 0.784636 9.579551

Antenna 93: 2459853

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 8.083988 0.038487 1.211674 -0.830007 1.343669 -0.465223 2.272249 -0.499965 8.083988

Antenna 93: 2459852

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok nn Shape 1.976192 1.190657 1.976192 -0.228007 0.193004 1.473699 -0.350319 -0.205196 -0.348270

Antenna 93: 2459851

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 6.207925 1.394765 0.648860 0.842720 -0.582904 4.168338 1.179269 6.207925 -0.026572

Antenna 93: 2459850

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 11.011520 1.392626 0.325963 0.859979 -0.697097 1.539285 -0.358142 11.011520 -0.389818

Antenna 93: 2459849

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 8.681984 2.097658 0.322528 2.953570 -0.614623 4.043603 -0.445715 8.681984 -0.711724

Antenna 93: 2459848

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Power 10.391813 1.245096 2.222049 0.982380 10.391813 -0.296483 1.794016 -0.830649 4.159945

Antenna 93: 2459847

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Power 9.109467 1.342262 2.516951 1.090908 9.109467 -0.089631 3.763374 -0.906385 3.772786

Antenna 93: 2459845

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Power 14.444302 1.902155 3.039962 0.661214 14.444302 -0.128212 1.895965 -1.281809 3.254506

Antenna 93: 2459844

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Shape 5.985727 5.985727 -0.689512 1.819477 0.835388 3.551836 0.784094 4.971758 1.206518

Antenna 93: 2459843

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Variability 47.134420 0.455039 11.408784 -1.078724 16.449688 -0.606504 47.134420 -0.875078 0.180666

Antenna 93: 2459842

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Power 7.612688 5.917801 -0.395288 7.612688 0.292085 -1.517563 1.132634 0.250288 -0.007162

Antenna 93: 2459841

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Shape 12.892162 12.892162 2.343546 3.465001 -0.446526 0.979482 -0.283683 2.208889 1.993814

Antenna 93: 2459840

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok nn Temporal Discontinuties 2.081512 -1.488385 -0.895806 -0.431976 0.175047 -0.437239 0.169686 0.187106 2.081512

Antenna 93: 2459839

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok nn Temporal Variability 6.391618 0.221073 -1.252381 0.517625 -1.021708 6.391618 1.373179 3.142716 1.006933

Antenna 93: 2459838

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok nn Power inf 313.289612 314.443728 inf inf 13349.603819 13290.835836 9274.722921 9227.577134

Antenna 93: 2459835

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok nn Shape nan nan nan inf inf nan nan nan nan

Antenna 93: 2459833

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Variability 3.855061 1.562774 -0.716397 -0.648501 -0.214599 1.715639 3.855061 -0.013175 1.712522

Antenna 93: 2459832

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Variability 6.179042 -0.020084 -0.352777 1.853802 -0.268932 6.179042 -0.376405 4.603769 -0.924084

Antenna 93: 2459831

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok nn Temporal Discontinuties 1.454221 -1.082742 0.713627 -1.281409 0.601126 0.702185 -0.076170 0.036486 1.454221

Antenna 93: 2459830

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Variability 4.665621 0.247655 -0.358326 3.385973 0.165170 4.665621 -0.917454 4.289555 -1.216791

Antenna 93: 2459829

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 6.479326 -0.232742 0.549366 0.296638 4.066331 -0.851814 2.754107 -0.576738 6.479326

Antenna 93: 2459828

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Power 3.498930 -0.221173 0.807572 0.099164 3.498930 -0.044212 3.200447 -1.684118 1.979028

Antenna 93: 2459827

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Power 4.471351 -0.057656 0.072820 4.471351 0.955482 1.000049 -0.732839 0.033890 -1.114495

Antenna 93: 2459826

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Variability 3.999640 -0.136545 0.614934 0.931988 3.672744 -0.473538 3.999640 -0.977836 2.622787

Antenna 93: 2459825

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Power 2.616065 0.400738 0.708252 -0.304592 2.616065 -0.535474 1.754650 -0.685688 -0.468658

Antenna 93: 2459824

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Power 2.321363 0.101204 1.264823 2.321363 -0.184329 1.272098 -1.057768 2.027073 -0.836079

Antenna 93: 2459823

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Power 2.775158 -0.419479 0.975470 0.801997 2.775158 -0.634084 1.456204 -1.558880 0.778937

Antenna 93: 2459822

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Variability 4.069221 1.573453 0.532475 4.059735 0.584369 4.069221 -0.879414 0.079832 -0.684840

Antenna 93: 2459821

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Power 4.132051 -0.361073 1.594740 0.682433 4.132051 -0.353396 4.092754 0.938130 0.713703

Antenna 93: 2459820

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Variability 7.792813 0.225633 -0.360596 4.490239 0.836838 7.792813 -1.549509 3.443526 -0.959281

Antenna 93: 2459817

Ant Node A Priori Status Worst Metric Worst Modified Z-Score ee Shape Modified Z-Score nn Shape Modified Z-Score ee Power Modified Z-Score nn Power Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Discontinuties Modified Z-Score nn Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Variability 4.986603 2.224763 -1.006600 3.747928 0.449876 4.986603 -0.282746 0.969203 0.413777

Antenna 93: 2459816

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 4.583553 -0.024967 0.608297 -0.023211 3.385306 -0.834550 3.962888 -0.470627 4.583553

Antenna 93: 2459815

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok ee Temporal Discontinuties 5.627091 -0.907083 1.717108 0.294161 3.013896 -0.770688 3.512655 -0.834835 5.627091

Antenna 93: 2459814

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok nn Shape nan nan nan nan nan nan nan nan nan

Antenna 93: 2459813

Ant Node A Priori Status Worst Metric Worst Modified Z-Score nn Shape Modified Z-Score ee Shape Modified Z-Score nn Power Modified Z-Score ee Power Modified Z-Score nn Temporal Variability Modified Z-Score ee Temporal Variability Modified Z-Score nn Temporal Discontinuties Modified Z-Score ee Temporal Discontinuties Modified Z-Score
93 N10 digital_ok nn Temporal Variability 40.494439 9.794083 1.713469 13.691734 3.190282 40.494439 10.589393 -3.419692 4.363040
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